library(Rtsne)
library(tidyverse)
library(easystats)
library(plotly)

df <- read.csv("data_objective.csv") |> 
  mutate(Typology = ifelse(str_detect(File, "City"), "City", "Green"))

# Remove duplicates
df <- df[!duplicated(select(df, -File, -Typology)), ] 

t-SNE

Applying t-Distributed Stochastic Neighbor Embedding (t-SNE).

rez <- df |> 
  select(RedGreen, BlueYellow , Colorfulness, Contrast, Saturation, 
         Entropy, Brightness, Luminance_Perceived, Faces) |> 
  scale() |> 
  Rtsne(dims = 3, perplexity = 30)  %>%
  .$Y |> 
  as.data.frame() %>%
  data_rename(paste0("tSNE_", 1:ncol(.))) |> 
  cbind(df)


plot_ly(x=df$tSNE_1, y=df$tSNE_2, z=df$tSNE_3, type="scatter3d", mode="markers", color=df$Typology, colors = c("red", "green"))

Stimuli

select(df, -File)
##       Redness Greenness  Blueness Yellowness      RedGreen  BlueYellow
## 1   0.5127566 0.4803547 0.5240938  0.4759062   0.730179723 -0.97390806
## 2   0.6820184 0.6368592 0.1118293  0.8881707  -6.118894606 17.20704655
## 3   0.6642524 0.6026335 0.1599868  0.8400132  -3.872497897 15.42413049
## 4   0.6141506 0.6036833 0.2348753  0.7651247  -3.935726211 10.95921303
## 5   0.7415622 0.5361101 0.2069247  0.7930753  -2.168453643  9.67725774
## 6   0.6832718 0.5531161 0.2236399  0.7763601  -1.127676680 12.40887023
## 8   0.6745102 0.5849891 0.1949282  0.8050718  -3.080615341 11.85261407
## 9   0.4821561 0.5498513 0.4456205  0.5543795  -2.972477233 -1.95715764
## 10  0.6163098 0.6969894 0.1373076  0.8626924  -8.393226597 17.06896232
## 11  0.5318892 0.5498431 0.3989852  0.6010148  -3.021154286  1.43475366
## 12  0.5428277 0.5408192 0.4020908  0.5979092  -2.689220003  1.50350590
## 13  0.6596459 0.6506652 0.1947001  0.8052999  -5.873133023 13.12353344
## 14  0.5776989 0.6250849 0.2486166  0.7513834  -5.074953561 10.73879586
## 15  0.5975055 0.5847173 0.2597352  0.7402648  -3.759683530 10.21898756
## 16  0.5881799 0.5996103 0.3065026  0.6934974  -4.329193250  7.41643975
## 17  0.6015881 0.6447846 0.2123414  0.7876586  -5.684790145 13.75728591
## 18  0.6466507 0.6215883 0.1819641  0.8180359  -5.824055290 14.10997361
## 19  0.5348084 0.7691104 0.1998705  0.8001295 -11.122536594 14.80012729
## 20  0.6586043 0.6441385 0.2051193  0.7948807  -5.800689888 10.59613704
## 21  0.4685731 0.4728062 0.5677277  0.4322723   0.875327904 -0.22861501
## 22  0.4352435 0.3960519 0.7152113  0.2847887   1.221067038 -2.16908007
## 23  0.4139223 0.3576310 0.7598463  0.2401537   1.141535762 -3.48648294
## 24  0.4959979 0.3657576 0.6635179  0.3364821   1.233480033 -0.90962239
## 25  0.4596875 0.3784540 0.7050750  0.2949250   1.802573957 -2.45850519
## 26  0.3127774 0.3934263 0.8532978  0.1467022   0.953759823 -5.80113992
## 27  0.3554212 0.4139288 0.7817820  0.2182180   0.984830231 -3.58014182
## 28  0.4482841 0.4364453 0.6442100  0.3557900   0.319708867 -1.23100211
## 29  0.4740314 0.4206428 0.6217007  0.3782993  -0.191992737 -2.24853956
## 30  0.5174274 0.4629507 0.5487197  0.4512803  -0.335325773 -1.41732477
## 31  0.5725406 0.3606881 0.6221841  0.3778159   1.166817495 -2.18672767
## 32  0.5693440 0.3840881 0.6096581  0.3903419   1.931946839 -1.70319304
## 33  0.5049063 0.4165892 0.6133957  0.3866043   1.664073219  0.02926349
## 34  0.5803524 0.3871471 0.5977298  0.4022702   2.132683519 -0.65063512
## 35  0.6144075 0.3668570 0.5627062  0.4372938   2.079430616 -0.44748292
## 36  0.6455980 0.4237789 0.4694879  0.5305121   1.817220556  1.86889466
## 37  0.5953175 0.4097495 0.5503466  0.4496534   1.808477192 -0.87053627
## 38  0.4217568 0.5202603 0.5480286  0.4519714  -0.585070272  1.36522165
## 39  0.5476027 0.4218711 0.5766038  0.4233962   0.771217451 -1.15742036
## 40  0.4883537 0.3729580 0.6932055  0.3067945   2.006055166 -2.20409460
## 41  0.4696379 0.4126927 0.6474611  0.3525389   1.292590749 -2.20771061
## 42  0.4820693 0.3708937 0.6814094  0.3185906   2.577406651 -3.05279238
## 43  0.4056966 0.3826046 0.7745879  0.2254121   1.049100919 -2.62166461
## 44  0.5130432 0.2960855 0.7110461  0.2889539   1.818014165 -1.69250561
## 45  0.4422570 0.3136624 0.7721544  0.2278456   1.332392451 -3.39336463
## 46  0.4742955 0.3103986 0.7472801  0.2527199   1.909487321 -2.37353204
## 47  0.5249133 0.3268152 0.6644336  0.3355664   1.688689384 -0.74565472
## 48  0.5221209 0.6067178 0.3761771  0.6238229  -3.328130635  4.23504542
## 49  0.5228509 0.4179082 0.5702629  0.4297371   0.685050487  0.67572179
## 50  0.4840626 0.6369330 0.3866345  0.6133655  -4.002150959  4.89790326
## 51  0.4970402 0.4651090 0.5634411  0.4365589  -0.297246545  0.17026267
## 52  0.5274333 0.4751196 0.5238491  0.4761509   0.067746513 -0.32458462
## 53  0.4938115 0.5627491 0.4551601  0.5448399  -1.084471663  1.02328211
## 54  0.5814348 0.4460110 0.4786751  0.5213249  -0.042677463  1.42899725
## 55  0.5250924 0.5606531 0.4225590  0.5774410  -1.750764182  2.66465641
## 56  0.5389659 0.5304010 0.4438915  0.5561085  -0.816213857  1.14699620
## 57  0.5372424 0.4798486 0.5157119  0.4842881  -0.298961764 -0.21625172
## 58  0.5323314 0.4947735 0.4864629  0.5135371  -1.066986338  1.52969423
## 59  0.4377388 0.4912040 0.5432277  0.4567723  -1.759698701 -1.69283198
## 60  0.5145201 0.3930254 0.6140674  0.3859326   0.897460875  0.46089487
## 61  0.4532939 0.3737573 0.6718571  0.3281429   0.846809252 -1.53564339
## 62  0.5189803 0.3907800 0.6189457  0.3810543   1.202038371 -2.13706262
## 63  0.4443391 0.3635240 0.6989998  0.3010002   1.029948642 -1.74818887
## 64  0.3806947 0.3768561 0.7578220  0.2421780   0.585466159 -2.42470983
## 65  0.4890532 0.3274047 0.7193222  0.2806778   0.968823774 -1.61806394
## 66  0.5235263 0.3698709 0.6392366  0.3607634   1.358744797 -0.14888039
## 67  0.4579304 0.4424555 0.6308533  0.3691467   0.718292302  0.17795962
## 68  0.5290975 0.4845564 0.5144082  0.4855918  -0.472840041  0.13666891
## 69  0.4811683 0.4163921 0.6388255  0.3611745   0.377724257 -2.06489352
## 70  0.4170357 0.4136430 0.7239064  0.2760936   0.632349595 -2.65693377
## 71  0.4519008 0.4959921 0.5779118  0.4220882  -0.473183762 -0.31563412
## 72  0.4583246 0.5269626 0.5344848  0.4655152  -1.029170980  0.45711658
## 73  0.5183711 0.4836909 0.4994410  0.5005590  -0.568060897  0.47914749
## 74  0.4572764 0.3769775 0.7189092  0.2810908   1.101404484 -2.52838878
## 75  0.4937524 0.4732109 0.5691990  0.4308010  -0.527849043 -0.30140254
## 76  0.5355302 0.4846543 0.4908400  0.5091600   3.281658432  0.85813863
## 77  0.3960420 0.5146827 0.5791209  0.4208791   0.301404242 -1.02666311
## 78  0.4236132 0.5102083 0.5584992  0.4415008   0.432784729  0.01418132
## 79  0.5341457 0.4885158 0.4801612  0.5198388   1.682391097  1.46084866
## 80  0.6942448 0.5203375 0.2702580  0.7297420   3.008691143  9.11751680
## 81  0.6202521 0.5581428 0.2941443  0.7058557  -3.976503154  7.78589734
## 82  0.6683251 0.4873742 0.2992041  0.7007959  -2.222411273  7.24464765
## 83  0.6057778 0.6347756 0.2351587  0.7648413  -8.942452982 14.78352613
## 84  0.7506875 0.4212619 0.3663590  0.6336410   3.960207245  4.87651087
## 85  0.7798444 0.3673586 0.3951440  0.6048560   3.815358884  3.10920654
## 86  0.8093736 0.3969680 0.3274824  0.6725176   4.474379268  4.35205029
## 87  0.8313626 0.4243460 0.2999249  0.7000751   6.477734071  7.84353012
## 88  0.7457023 0.4543789 0.3193663  0.6806337   3.447933338  6.28728760
## 89  0.7581687 0.4176715 0.3578982  0.6421018   2.725818877  4.23822698
## 90  0.7666085 0.4171540 0.3482243  0.6517757   4.480946529  5.73521540
## 91  0.5469320 0.4818847 0.4774944  0.5225056   1.485865892  2.03551160
## 92  0.8158380 0.4227553 0.3058538  0.6941462   5.305342196  6.79162719
## 93  0.7904048 0.4230385 0.3285183  0.6714817   4.892787781  5.89833370
## 94  0.6490410 0.5154587 0.3236386  0.6763614   1.279356198  7.62370678
## 95  0.6030303 0.3693975 0.5603939  0.4396061   1.876648584 -1.19824415
## 96  0.8008454 0.4129844 0.3213622  0.6786378   4.031630396  5.25573523
## 97  0.7637010 0.3654074 0.4119534  0.5880466   3.585465401  2.74799516
## 98  0.7075410 0.4001062 0.4091112  0.5908888   0.725540792  4.19102021
## 99  0.5460896 0.4996817 0.4484276  0.5515724   0.437477702  3.03216419
## 100 0.7312615 0.4320707 0.3873662  0.6126338   2.683537496  3.48323213
## 101 0.5741011 0.3803340 0.5744767  0.4255233   4.277278843 -2.94385515
## 102 0.5706954 0.4562586 0.4630652  0.5369348   0.966694528  0.18221466
## 103 0.6595600 0.4641449 0.3864660  0.6135340   4.368160593  9.01892047
## 104 0.5958361 0.4416046 0.4748921  0.5251079   4.309992414  3.39328327
## 105 0.5470476 0.4600590 0.4995795  0.5004205   0.863011437  1.25754590
## 106 0.4573832 0.4538138 0.6005958  0.3994042   1.147370944  0.32084874
## 107 0.5249552 0.4190574 0.5712256  0.4287744   1.816288425 -1.04324499
## 108 0.4763622 0.4377120 0.6126766  0.3873234   0.375799237 -1.97636487
## 109 0.4681574 0.4411905 0.6115759  0.3884241   1.782887737 -2.28647987
## 110 0.4388964 0.4345256 0.6484474  0.3515526   0.987521234 -2.56152529
## 111 0.4341819 0.4669622 0.6136973  0.3863027   0.003306320 -1.70636807
## 112 0.4867685 0.4374552 0.5919948  0.4080052   1.943280882 -1.81789861
## 113 0.6664328 0.4500592 0.3910531  0.6089469   4.524869480  7.25693388
## 114 0.4740021 0.4492730 0.5909121  0.4090879   0.871040513 -1.84990385
## 115 0.4749603 0.4330407 0.6182683  0.3817317   1.975464796 -2.11398777
## 116 0.4589317 0.4516188 0.5991828  0.4008172   0.007463899 -1.49617127
## 117 0.5580219 0.4422651 0.5072203  0.4927797   1.099327662 -0.08423661
## 118 0.6143617 0.3944839 0.5140239  0.4859761   2.043090446 -1.00322493
## 119 0.4329073 0.4368188 0.6490259  0.3509741   1.433799845 -3.40756460
## 120 0.5623826 0.3957985 0.5662412  0.4337588   2.762778909 -2.77488674
## 121 0.5980913 0.3740085 0.5471596  0.4528404   4.880231750 -1.63982396
## 122 0.5738823 0.3603729 0.6113796  0.3886204   4.913595878 -4.59823425
## 123 0.6607524 0.4555131 0.3935139  0.6064861   4.764268047  7.89116133
## 124 0.6590942 0.5050759 0.3198331  0.6801669   1.592396379 11.28425266
## 125 0.6469787 0.5051551 0.3388163  0.6611837   1.691921872  9.56419994
## 126 0.6406093 0.5330766 0.3069587  0.6930413   1.011496190 11.57180608
## 127 0.6640887 0.5239374 0.2876513  0.7123487   0.401268782 13.56811248
## 128 0.6332280 0.4874050 0.3751051  0.6248949   2.012942863  6.16353985
## 129 0.6383961 0.4606918 0.4114876  0.5885124   3.621671379  4.34128226
## 130 0.4923345 0.3947025 0.6394354  0.3605646   1.866883079 -2.16928584
## 131 0.5354657 0.3832788 0.6134217  0.3865783   1.633128510 -2.13547988
## 132 0.5606779 0.4907534 0.4624794  0.5375206  -0.829407852  3.40710110
## 133 0.4877464 0.4212751 0.6180072  0.3819928   0.701671712 -0.99672950
## 134 0.5682585 0.4659106 0.4602838  0.5397162  -0.336619634  4.14407257
## 135 0.4515574 0.4356076 0.6597771  0.3402229   1.031180942 -3.75653990
## 136 0.4481898 0.3886125 0.7060139  0.2939861   1.919689366 -4.17263686
## 137 0.6192776 0.3521329 0.5620863  0.4379137   2.663647450 -0.49208260
## 138 0.5785532 0.3616481 0.6042703  0.3957297   3.204150995 -1.34432296
## 139 0.4924868 0.4197210 0.6306938  0.3693062   1.230846944 -3.05840668
## 140 0.5849547 0.3423275 0.6178542  0.3821458   2.863481050 -1.61270688
## 141 0.5428819 0.4022342 0.5948090  0.4051910   2.223947877 -1.66104274
## 142 0.4612192 0.4080616 0.6552530  0.3447470   1.102480915 -3.19336503
## 143 0.5879375 0.3565452 0.6051717  0.3948283   3.475053498 -1.12807225
## 144 0.5796901 0.3693010 0.5799068  0.4200932   2.101923950 -1.29824979
## 145 0.4625185 0.5040060 0.5385061  0.4614939  -1.467418253  2.19760961
## 146 0.4730431 0.4689527 0.5650688  0.4349312   0.437021359  0.26112071
## 147 0.3851071 0.4880747 0.6517284  0.3482716  -1.566868383 -1.75223245
## 148 0.5332920 0.3869844 0.6430123  0.3569877   1.804515389 -1.53939117
## 149 0.6879010 0.3529604 0.4806770  0.5193230   3.717914714  1.43885059
## 150 0.6005475 0.3723442 0.5425653  0.4574347   1.527341443  0.45727663
## 151 0.6353893 0.3670267 0.5538032  0.4461968   3.879634025  0.64712535
## 152 0.5737802 0.4066704 0.5496497  0.4503503   1.572607679  0.62359667
## 153 0.6109388 0.3845828 0.5453387  0.4546613   1.711716346  0.63488881
## 154 0.4857242 0.3948921 0.6317533  0.3682467   1.211093566 -1.36088426
## 155 0.6552072 0.3860435 0.4938321  0.5061679   2.730466169 -0.50569940
## 156 0.6642896 0.4235905 0.4294219  0.5705781   1.341492688  2.43275842
## 157 0.6376367 0.4196102 0.4660236  0.5339764   1.247373920  0.89497427
## 158 0.5804747 0.4449667 0.4897664  0.5102336   1.206899160  1.53913606
## 159 0.6112922 0.3748327 0.5467431  0.4532569   1.123123157  0.09611012
## 160 0.6101263 0.4441250 0.4628148  0.5371852   0.986989527  0.82210566
## 161 0.6146759 0.3908498 0.5289088  0.4710912   2.729030639  0.54104971
## 162 0.6306410 0.4164677 0.4719120  0.5280880   1.562394869  1.25938761
## 163 0.5212847 0.4345577 0.5522297  0.4477703   0.712138482 -0.13951889
## 164 0.5212365 0.3601121 0.6763915  0.3236085   3.105585261 -3.38792575
## 165 0.5136484 0.3952748 0.6222641  0.3777359   1.226747953 -0.03364035
## 166 0.5888828 0.3883194 0.5521518  0.4478482   1.914542784  0.52208770
## 167 0.6521241 0.3886505 0.5144172  0.4855828   2.125307584  1.13394899
## 168 0.7431498 0.4141838 0.3919187  0.6080813   2.546628239  2.34056198
## 169 0.4894038 0.4011586 0.6602366  0.3397634   1.684840021 -2.18023645
## 170 0.6072255 0.4501836 0.4526463  0.5473537   3.253999415  3.74823143
## 171 0.6651966 0.3905110 0.4740225  0.5259775   2.457304250  1.76028174
## 172 0.6212192 0.3867658 0.5268238  0.4731762   1.599098632 -0.24989817
## 173 0.6417515 0.3642084 0.5447636  0.4552364   2.016380865  0.51152812
## 174 0.4930868 0.4083989 0.6151441  0.3848559   2.059170692 -1.14154246
## 175 0.7327938 0.4032595 0.3978537  0.6021463   4.019734446  3.91768834
## 176 0.6721594 0.3351058 0.5446223  0.4553777   2.580241452  0.11626391
## 177 0.5985503 0.4042256 0.5159740  0.4840260   1.911438343  0.12813218
## 178 0.6529202 0.3959538 0.4730943  0.5269057   2.225004186  2.37742228
## 179 0.6140992 0.3395354 0.5868592  0.4131408   3.861658443 -0.54115177
## 180 0.5851166 0.3578178 0.5892908  0.4107092   2.168246398 -0.12126563
## 181 0.4845105 0.3838051 0.6782948  0.3217052   2.065003580 -2.26609781
## 182 0.6363839 0.3724462 0.5403269  0.4596731   3.281174493  0.09946017
## 183 0.5664883 0.3767189 0.6115082  0.3884918   3.098878541 -0.89013659
##     Colorfulness Contrast Saturation  Entropy Brightness  Luminance
## 1      0.2722369 26.97743 0.14223619 7.661039  0.5318038 0.29133482
## 2      0.1146701 20.96589 0.33866220 7.612010  0.4677989 0.21648103
## 3      0.1704446 26.19863 0.35558920 7.787119  0.4786441 0.24491720
## 4      0.1938900 28.44789 0.28838979 7.581606  0.4950414 0.28526217
## 5      0.2248173 29.07860 0.23420201 7.258712  0.5045133 0.30251181
## 6      0.1937633 25.50777 0.32693735 7.814137  0.5210761 0.27182615
## 8      0.1946817 25.61496 0.30745416 7.718948  0.4732659 0.24062899
## 9      0.2546066 30.54177 0.28069193 7.720627  0.5280796 0.28547062
## 10     0.1075218 21.64612 0.32659335 7.565595  0.4714484 0.22583566
## 11     0.2679806 32.40424 0.22849704 7.419929  0.5107382 0.30897906
## 12     0.2765739 32.51766 0.22216027 7.358850  0.5069407 0.30921104
## 13     0.1668165 15.30985 0.29306031 7.293271  0.4374541 0.16213709
## 14     0.1859088 25.88725 0.32238742 7.569424  0.4756401 0.24221602
## 15     0.2047369 24.73420 0.38519830 7.692661  0.4939703 0.23117184
## 16     0.2391545 31.01938 0.22786911 7.224167  0.4953759 0.30465087
## 17     0.1728943 27.72186 0.32196309 7.512522  0.4780861 0.26073198
## 18     0.1884262 20.54802 0.30372293 7.436331  0.4480292 0.20109275
## 19     0.1077565 14.12342 0.30099114 7.083688  0.4125179 0.14641764
## 20     0.1737378 28.23366 0.22821930 6.992986  0.5049159 0.30244338
## 21     0.2655408 16.13959 0.14634307 7.255801  0.4307011 0.15925810
## 22     0.2434776 23.38045 0.14655800 7.375297  0.4257593 0.18949915
## 23     0.1971968 18.60725 0.14348222 7.398392  0.4454867 0.17763443
## 24     0.2673090 20.24767 0.15471053 7.452701  0.4294976 0.17309232
## 25     0.2457523 22.29064 0.14713887 7.583560  0.4649503 0.20730099
## 26     0.1301551 20.36138 0.15856183 7.446445  0.4768003 0.20241327
## 27     0.1985920 19.43990 0.15377758 7.492727  0.4577884 0.18700585
## 28     0.2714385 18.39856 0.13456897 7.414085  0.4527967 0.18568246
## 29     0.2726050 16.71023 0.14260320 7.350793  0.4794571 0.20169741
## 30     0.2886429 17.40450 0.14263489 7.426206  0.4673866 0.19179901
## 31     0.3237382 19.41867 0.12533214 7.446989  0.4746629 0.20455678
## 32     0.3179857 22.09318 0.13930290 7.565582  0.4583125 0.20254577
## 33     0.2779031 22.19368 0.16155700 7.549762  0.4304657 0.18297548
## 34     0.3181453 21.85351 0.14950986 7.537720  0.4553883 0.19821197
## 35     0.3331338 19.70098 0.14067784 7.463312  0.4979949 0.22371551
## 36     0.3115577 21.19045 0.18166661 7.472480  0.4064100 0.16047908
## 37     0.3157590 19.40745 0.15135873 7.439526  0.4333431 0.16926926
## 38     0.2457776 17.55097 0.14704283 7.343768  0.4134073 0.15797173
## 39     0.2975570 19.85293 0.14258680 7.509644  0.4592377 0.19496114
## 40     0.2727298 17.23013 0.13324752 7.222301  0.4036070 0.14280633
## 41     0.2680612 20.21803 0.12045679 7.499705  0.4630939 0.20180934
## 42     0.2698067 17.39019 0.12335285 7.370615  0.4965671 0.21119024
## 43     0.2332734 18.85033 0.11326601 7.467661  0.4707401 0.20136479
## 44     0.2487162 21.21740 0.13784476 7.428444  0.3950424 0.15636241
## 45     0.1985880 20.60488 0.11929767 7.372722  0.4911008 0.22366760
## 46     0.2353345 17.53828 0.11459016 7.356899  0.4790494 0.20240777
## 47     0.2622670 18.00162 0.14301658 7.401509  0.4535203 0.18289472
## 48     0.2548586 16.91980 0.14293369 6.949866  0.3656958 0.13404772
## 49     0.2959095 21.95940 0.12891289 6.941290  0.4433586 0.20789234
## 50     0.2332852 20.15475 0.13997377 7.057693  0.4165189 0.18231313
## 51     0.2694152 20.97235 0.10003555 7.016305  0.4329856 0.19164035
## 52     0.2854883 21.92755 0.08467514 7.004612  0.3987224 0.17288848
## 53     0.2607507 20.70412 0.09408225 7.076732  0.3707126 0.14999152
## 54     0.2998229 18.62669 0.11186343 7.007345  0.4005425 0.15924437
## 55     0.2593063 22.82885 0.13058771 7.088563  0.3952485 0.17632763
## 56     0.2747068 21.91221 0.11164236 6.943249  0.3513490 0.14232838
## 57     0.2979298 22.15961 0.09703945 6.662653  0.3077385 0.11828663
## 58     0.2813889 22.82247 0.10167652 7.104972  0.3914892 0.17614079
## 59     0.2600808 23.81132 0.14103859 7.268373  0.5149811 0.26085178
## 60     0.2833590 24.33049 0.12939828 6.992494  0.4280533 0.20815546
## 61     0.2429573 21.93871 0.09406713 7.156267  0.3791448 0.16037280
## 62     0.3015570 23.12685 0.11847551 7.091933  0.3904732 0.16925452
## 63     0.2374342 23.31478 0.09680072 7.230822  0.3948549 0.17571566
## 64     0.2013258 21.64632 0.07924858 7.122321  0.4191938 0.18459223
## 65     0.2456782 15.43398 0.06762771 6.904116  0.3749199 0.13076989
## 66     0.2917698 16.10449 0.14614304 6.907759  0.3476636 0.10958637
## 67     0.2642116 16.00855 0.17240560 6.817595  0.3570451 0.11356793
## 68     0.2910881 23.14847 0.10480486 6.724192  0.3207315 0.13056589
## 69     0.2569411 22.48433 0.08516856 7.113386  0.4646524 0.22842930
## 70     0.2425076 26.14174 0.08776066 7.149441  0.4715469 0.25258980
## 71     0.2480762 20.76044 0.12643893 7.327648  0.4641461 0.21278600
## 72     0.2566853 22.03527 0.11434302 7.375903  0.4640768 0.22303765
## 73     0.2849883 21.65628 0.10538541 7.293242  0.4053601 0.17734506
## 74     0.2520093 19.69039 0.07973577 7.272654  0.4609310 0.20623326
## 75     0.2737806 26.58527 0.11011258 7.273274  0.4879074 0.27105893
## 76     0.2869068 23.36568 0.21829964 7.573769  0.4797786 0.21257355
## 77     0.2439274 23.56821 0.23567660 7.711144  0.5023988 0.23699169
## 78     0.2503714 24.76156 0.21443770 7.739350  0.5135878 0.25658965
## 79     0.2696280 23.40912 0.27436882 7.723024  0.4678709 0.20174541
## 80     0.2241401 23.65265 0.30321645 7.756244  0.4506788 0.18929485
## 81     0.2826171 18.11247 0.17116434 7.343314  0.5225406 0.25659984
## 82     0.3029493 24.16344 0.19763060 7.644158  0.4938761 0.26396920
## 83     0.2156980 19.19430 0.25963575 7.530198  0.5420757 0.27833404
## 84     0.3101205 25.45748 0.30444321 7.660025  0.4256468 0.18601307
## 85     0.3640919 18.79609 0.33003740 7.159975  0.2891465 0.08239202
## 86     0.3704237 26.27075 0.24872208 7.603096  0.4167790 0.18466147
## 87     0.2901809 22.88360 0.42601717 7.463831  0.3675453 0.12594522
## 88     0.3069155 26.69656 0.36378387 7.699455  0.4483495 0.19867019
## 89     0.3441555 24.85539 0.42322446 7.347810  0.3239154 0.12085950
## 90     0.3409952 25.73877 0.32144910 7.733999  0.4206267 0.17645522
## 91     0.2731764 23.84405 0.27412405 7.554358  0.6188158 0.32836062
## 92     0.3112768 25.30514 0.32484950 7.771388  0.4622029 0.20238341
## 93     0.3118475 23.88641 0.32386639 7.710992  0.4413948 0.17928701
## 94     0.2421115 20.79356 0.32813361 7.646187  0.5768839 0.27261239
## 95     0.3129896 23.27370 0.27029621 7.450907  0.3316557 0.12258388
## 96     0.3429558 22.64674 0.33982055 7.360916  0.3481294 0.12491794
## 97     0.3595081 18.88462 0.32209123 7.148516  0.2922192 0.08470910
## 98     0.3582759 20.38560 0.44732322 6.764750  0.2114638 0.06372428
## 99     0.2624705 22.50531 0.28069505 7.542252  0.6182134 0.32538381
## 100    0.2565470 17.18843 0.23959014 6.270197  0.4516777 0.22967900
## 101    0.3276876 32.59450 0.22013023 7.675197  0.5810018 0.35930529
## 102    0.3063430 28.07346 0.22846357 7.680866  0.5773628 0.32044474
## 103    0.3185097 26.15705 0.33696307 7.707987  0.5629648 0.28823400
## 104    0.3257594 29.43083 0.30052514 7.734388  0.5644893 0.30938697
## 105    0.2986376 25.42613 0.18731031 7.710405  0.5328894 0.28485863
## 106    0.2789828 28.34817 0.20514953 7.663956  0.5311469 0.29264199
## 107    0.3063590 24.50526 0.15158187 7.551685  0.5536994 0.29951696
## 108    0.2820772 27.08566 0.16847445 7.434026  0.5363911 0.30098242
## 109    0.2821266 27.32544 0.21844892 7.413200  0.5211109 0.27781148
## 110    0.2714860 25.39834 0.16895950 7.381382  0.5202396 0.27248827
## 111    0.2676528 25.04534 0.19487849 7.578094  0.5327408 0.27898784
## 112    0.2950963 25.78598 0.20523608 7.521579  0.5210617 0.26652534
## 113    0.3226742 26.23892 0.33213376 7.843384  0.6165229 0.31930625
## 114    0.2886415 24.62767 0.19948622 7.550240  0.5198719 0.26137007
## 115    0.2789367 23.33392 0.21751287 7.579104  0.5253965 0.25105745
## 116    0.2807278 26.20557 0.19518089 7.598464  0.5288240 0.28063855
## 117    0.3076333 25.77851 0.20750306 7.443574  0.5144956 0.26535305
## 118    0.3399690 28.55831 0.19120972 7.174374  0.5144693 0.28555767
## 119    0.2621495 30.35644 0.19403233 7.604380  0.5929430 0.36422326
## 120    0.3254340 32.48683 0.19505310 7.657248  0.5800340 0.36464964
## 121    0.3295610 34.19749 0.24709667 7.655168  0.5662947 0.35368583
## 122    0.3206439 36.25628 0.28103426 7.196487  0.5489995 0.35174437
## 123    0.3054233 24.65540 0.37088103 7.872191  0.6283485 0.31029783
## 124    0.2829941 28.10492 0.29995758 7.743818  0.5649116 0.31236719
## 125    0.2805065 26.87710 0.30268569 7.805208  0.5718380 0.30718804
## 126    0.2587673 26.38661 0.30337582 7.743616  0.5707667 0.30925515
## 127    0.2691125 26.26949 0.34031947 7.685445  0.5709807 0.31128334
## 128    0.2869281 27.09590 0.26834669 7.675834  0.5778268 0.31917117
## 129    0.3105112 24.17534 0.32428173 7.853245  0.6254738 0.31364513
## 130    0.2842674 27.23621 0.18172998 7.728144  0.4994905 0.26046887
## 131    0.3056176 31.09914 0.18578464 7.494605  0.4613269 0.25913905
## 132    0.2904235 26.37025 0.20854222 7.560174  0.4772497 0.24867963
## 133    0.2807920 26.34324 0.15590251 7.438462  0.5102418 0.27654219
## 134    0.3065735 29.78222 0.25969109 7.599831  0.4994493 0.28121815
## 135    0.2651789 27.46911 0.21558221 7.321672  0.5308023 0.28967238
## 136    0.2612056 26.60928 0.16758607 7.573849  0.4950548 0.25309510
## 137    0.3409968 27.44594 0.15238987 7.475979  0.4446369 0.22731032
## 138    0.3191062 29.08386 0.20688937 7.454835  0.4827673 0.25993644
## 139    0.2948252 26.73581 0.17414853 7.215074  0.5339135 0.29250628
## 140    0.3232378 31.39657 0.18360494 7.394438  0.4680840 0.26704206
## 141    0.3084425 29.18802 0.19423128 7.437050  0.4686983 0.25233290
## 142    0.2726411 27.51883 0.17187337 7.603520  0.5422429 0.30814481
## 143    0.3271657 30.39832 0.17771206 7.460720  0.5110695 0.29426346
## 144    0.3227886 29.69019 0.16445455 7.345687  0.4561009 0.25124077
## 145    0.2678390 27.63162 0.21646577 7.503508  0.4758659 0.25486649
## 146    0.2775064 31.85831 0.24649369 7.636175  0.5625901 0.34062383
## 147    0.2297183 27.60250 0.20914956 7.354414  0.5017101 0.27260345
## 148    0.3080851 30.78450 0.18097069 7.035580  0.4495241 0.25473194
## 149    0.3621079 27.38949 0.26992880 7.351080  0.3455240 0.15410921
## 150    0.3247344 27.87647 0.13836184 7.594526  0.5037836 0.28044628
## 151    0.3501365 31.69171 0.19721760 7.075073  0.5147039 0.30923169
## 152    0.3164550 28.20574 0.16625581 7.581147  0.4580020 0.24279669
## 153    0.3390903 30.57241 0.16788000 7.306309  0.4412601 0.24836043
## 154    0.2841104 28.57493 0.16853772 7.584483  0.3932108 0.19484890
## 155    0.3511118 28.19855 0.18500170 7.604393  0.4461283 0.22837369
## 156    0.3418693 29.81446 0.16848472 7.614523  0.4988400 0.29024355
## 157    0.3406693 30.22109 0.14050042 7.702849  0.5211944 0.31514755
## 158    0.3207054 29.86293 0.15402700 7.749866  0.5448832 0.33503615
## 159    0.3438695 32.68890 0.12282673 7.292342  0.4906495 0.31000346
## 160    0.3196687 29.41809 0.15807042 7.746730  0.5139063 0.29980862
## 161    0.3412623 31.57035 0.16254573 7.579291  0.5371664 0.33109245
## 162    0.3288738 28.93486 0.16214879 7.616715  0.4344916 0.23096301
## 163    0.3053581 32.44575 0.09165434 7.274647  0.6083772 0.43600995
## 164    0.3038664 31.48307 0.22513798 7.227459  0.4661204 0.26301895
## 165    0.2985836 28.64159 0.12706691 7.432043  0.5496948 0.33405031
## 166    0.3225701 27.47002 0.14014199 7.541161  0.4785832 0.25691846
## 167    0.3336374 26.60054 0.14415091 7.164347  0.4607233 0.23931904
## 168    0.3344368 31.56702 0.19021263 7.514542  0.4545257 0.26138352
## 169    0.2920565 31.02726 0.20347520 7.235727  0.4819873 0.27468487
## 170    0.3098989 30.91530 0.21937152 7.515193  0.5534041 0.33323948
## 171    0.3405807 29.20811 0.16438705 7.671357  0.5083906 0.28994416
## 172    0.3381213 23.72205 0.11058588 7.725409  0.4731008 0.23242040
## 173    0.3478320 29.50696 0.13550840 7.037001  0.4505163 0.25474648
## 174    0.2886637 28.43585 0.16370048 7.748750  0.5304530 0.30068597
## 175    0.3375629 28.46051 0.21127377 7.545908  0.4689870 0.24408069
## 176    0.3604623 26.81272 0.13526847 7.334951  0.4810586 0.25457808
## 177    0.3221127 27.15793 0.14897979 7.576937  0.4667655 0.24272175
## 178    0.3403653 28.24969 0.15564917 7.511057  0.4890426 0.26947977
## 179    0.3344325 28.42492 0.17359357 7.513302  0.4500616 0.23022716
## 180    0.3270978 29.65490 0.15047314 7.526156  0.4681551 0.25911866
## 181    0.2808230 27.86987 0.20378413 7.532040  0.4114332 0.19714777
## 182    0.3467779 30.34547 0.16774920 7.351794  0.4641290 0.25971075
## 183    0.3268341 30.01685 0.16613520 7.327325  0.4828272 0.27328802
##     Luminance_Perceived     Faces Resolution Framerate Typology
## 1            0.29261182 0.4444444  1920x1080  85.86667    Green
## 2            0.21653887 4.4000000  1920x1080  90.93333    Green
## 3            0.24722434 4.2857143  1920x1080  62.83333    Green
## 4            0.28560422 3.1250000  1920x1080  76.06667    Green
## 5            0.30388684 1.5000000  1920x1080  59.06667    Green
## 6            0.27552898 2.4285714  1920x1080  60.33333    Green
## 8            0.24177707 2.0000000  1920x1080  71.10000    Green
## 9            0.29029992 1.7142857  1920x1080  63.96667    Green
## 10           0.22469807 3.3571429  1920x1080 137.76667    Green
## 11           0.31008091 1.5000000  1920x1080  92.13333    Green
## 12           0.31019068 1.8750000  1920x1080  70.66667    Green
## 13           0.16322422 3.8888889  1920x1080  84.76667    Green
## 14           0.24297930 2.0000000  1920x1080  67.96667    Green
## 15           0.23545425 1.4285714  1920x1080  65.83333    Green
## 16           0.30436125 1.7142857  1920x1080  65.80000    Green
## 17           0.26116583 2.5714286  1920x1080  63.16667    Green
## 18           0.20091548 4.8571429  1920x1080  68.90000    Green
## 19           0.14477697 5.5714286  1920x1080  64.13333    Green
## 20           0.30190071 2.4285714  1920x1080  63.76667    Green
## 21           0.16214618 3.6666667  1920x1080  28.16667     City
## 22           0.19133141 1.5000000  1920x1080  59.20000     City
## 23           0.17996807 4.7500000  1920x1080  34.56667     City
## 24           0.17583213 5.2500000  1920x1080  34.56667     City
## 25           0.20972264 6.5000000  1920x1080  34.30000     City
## 26           0.20438395 4.2000000  1920x1080  42.13333     City
## 27           0.18897949 5.6666667  1920x1080  52.73333     City
## 28           0.18711333 4.3333333  1920x1080  51.40000     City
## 29           0.20333408 3.0000000  1920x1080  19.40000     City
## 30           0.19352329 8.0000000  1920x1080  23.66667     City
## 31           0.20697770 7.3333333  1920x1080  25.60000     City
## 32           0.20539422 5.0000000  1920x1080  39.50000     City
## 33           0.18569656 4.2500000  1920x1080  32.73333     City
## 34           0.20168880 5.0000000  1920x1080  42.73333     City
## 35           0.22713088 4.3333333  1920x1080  29.46667     City
## 36           0.16336556 3.5000000  1920x1080  32.76667     City
## 37           0.17216751 5.8000000  1920x1080  41.86667     City
## 38           0.15898596 5.5000000  1920x1080  38.23333     City
## 39           0.19691722 5.0000000  1920x1080  39.00000     City
## 40           0.14610933 2.0000000  1920x1080  41.10000     City
## 41           0.20381134 6.8333333  1920x1080  50.70000     City
## 42           0.21551343 3.0000000  1920x1080  31.50000     City
## 43           0.20324541 3.2500000  1920x1080  32.73333     City
## 44           0.15846038 4.0000000  1920x1080  29.20000     City
## 45           0.22616923 2.6666667  1920x1080  25.43333     City
## 46           0.20485442 2.0000000  1920x1080  29.10000     City
## 47           0.18546323 3.8000000  1920x1080  41.83333     City
## 48           0.13360700 0.7500000  1920x1080  32.80000    Green
## 49           0.20885240 1.7500000  1920x1080  31.60000    Green
## 50           0.18175076 1.5000000  1920x1080  31.60000    Green
## 51           0.19231559 1.0000000  1920x1080  30.40000    Green
## 52           0.17354677 1.5000000  1920x1080  34.60000    Green
## 53           0.15017663 0.7500000  1920x1080  31.60000    Green
## 54           0.15991400 2.0000000  1920x1080  31.40000    Green
## 55           0.17636725 2.0000000  1920x1080  31.60000    Green
## 56           0.14271961 1.5000000  1920x1080  34.00000    Green
## 57           0.11860207 0.5000000  1920x1080  19.00000    Green
## 58           0.17636582 1.5000000  1920x1080  31.00000    Green
## 59           0.26084925 0.0000000  1920x1080  30.70000    Green
## 60           0.20897285 2.0000000  1920x1080  30.80000    Green
## 61           0.16060805 1.0000000  1920x1080  29.56667    Green
## 62           0.16983785 2.2500000  1920x1080  30.40000    Green
## 63           0.17610063 2.0000000  1920x1080  32.83333    Green
## 64           0.18471458 1.0000000  1920x1080  32.83333    Green
## 65           0.13123794 1.4000000  1920x1080  49.53333    Green
## 66           0.11072399 1.6000000  1920x1080  40.53333    Green
## 67           0.11464505 1.7500000  1920x1080  34.20000    Green
## 68           0.13086508 0.7500000  1920x1080  37.30000    Green
## 69           0.22900279 0.7500000  1920x1080  31.86667    Green
## 70           0.25329848 1.0000000  1920x1080  30.63333    Green
## 71           0.21377210 1.7500000  1920x1080  31.20000    Green
## 72           0.22357451 2.7500000  1920x1080  37.60000    Green
## 73           0.17768766 4.0000000  1920x1080  43.20000    Green
## 74           0.20719324 3.2500000  1920x1080  38.80000    Green
## 75           0.27165110 1.2500000  1920x1080  39.76667    Green
## 76           0.22411226 2.0000000    854x480  14.73333     City
## 77           0.24095452 0.2500000    854x480  31.63333     City
## 78           0.26001607 1.0000000    854x480  11.73333     City
## 79           0.20772135 2.0000000    854x480  31.63333     City
## 80           0.19782545 2.6666667    854x480  28.40000     City
## 81           0.25578377 3.2500000  1920x1080  38.63333    Green
## 82           0.26435338 2.2500000  1920x1080  32.46667    Green
## 83           0.27703488 3.0000000  1920x1080  43.26667    Green
## 84           0.19070124 2.1666667  1920x1080  52.53333    Green
## 85           0.08514258 3.6000000  1920x1080  47.86667    Green
## 86           0.19011183 2.0000000  1920x1080  32.60000    Green
## 87           0.13333418 2.5000000  1920x1080  32.13333    Green
## 88           0.20535873 1.5000000  1920x1080  32.03333    Green
## 89           0.12445718 2.7500000  1920x1080  31.13333    Green
## 90           0.18294468 3.3333333  1920x1080  29.96667    Green
## 91           0.33506740 2.0000000  1920x1080  26.00000    Green
## 92           0.21070618 6.0000000  1920x1080  45.50000    Green
## 93           0.18620770 2.2000000  1920x1080  44.60000    Green
## 94           0.28045684 2.2500000  1920x1080  39.70000    Green
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## 96           0.12907614 3.5000000  1920x1080  35.80000    Green
## 97           0.08732286 2.5000000  1920x1080  35.43333    Green
## 98           0.06473789 2.5000000  1920x1080  34.63333    Green
## 99           0.33108946 1.2500000  1920x1080  34.56667    Green
## 100          0.23567491 2.2857143  1920x1080  65.60000    Green
## 101          0.36565455 6.0000000  1920x1080  30.23333    Green
## 102          0.32747345 1.2500000  1920x1080  32.80000    Green
## 103          0.30060062 3.5000000  1920x1080  33.33333    Green
## 104          0.32013445 1.7500000  1920x1080  39.23333    Green
## 105          0.28733835 2.7500000  1920x1080  36.50000    Green
## 106          0.29706615 3.2500000  1920x1080  39.00000    Green
## 107          0.30330359 3.0000000  1920x1080  33.36667    Green
## 108          0.30299324 5.0000000  1920x1080  33.00000    Green
## 109          0.28200341 3.2500000  1920x1080  36.50000    Green
## 110          0.27497284 5.2500000  1920x1080  31.80000    Green
## 111          0.28139160 5.7500000  1920x1080  31.26667    Green
## 112          0.27165946 3.8000000  1920x1080  40.63333    Green
## 113          0.33576066 2.0000000  1920x1080  34.00000    Green
## 114          0.26418159 4.0000000  1920x1080  30.46667    Green
## 115          0.25672444 4.5000000  1920x1080  33.36667    Green
## 116          0.28337413 1.0000000  1920x1080  31.26667    Green
## 117          0.26929484 5.5000000  1920x1080  31.66667    Green
## 118          0.28963030 3.5000000  1920x1080  35.43333    Green
## 119          0.36775406 4.0000000  1920x1080  34.40000    Green
## 120          0.36869171 3.0000000  1920x1080  36.50000    Green
## 121          0.36037536 3.0000000  1920x1080  37.53333    Green
## 122          0.35858230 4.2500000  1920x1080  30.20000    Green
## 123          0.32858881 4.2500000  1920x1080  36.43333    Green
## 124          0.32217229 4.0000000  1920x1080  43.80000    Green
## 125          0.31673971 2.0000000  1920x1080  33.90000    Green
## 126          0.31837210 5.0000000  1920x1080  40.66667    Green
## 127          0.31947513 5.5000000  1920x1080  31.43333    Green
## 128          0.32677512 2.7500000  1920x1080  36.00000    Green
## 129          0.32936461 4.2500000  1920x1080  31.26667    Green
## 130          0.26474454 4.2500000  1920x1080  70.50000    Green
## 131          0.26139635 3.6666667  1920x1080  59.76667    Green
## 132          0.25083973 3.7142857  1920x1080  67.66667    Green
## 133          0.27837739 7.1250000  1920x1080  75.30000    Green
## 134          0.28408562 2.6250000  1920x1080  73.66667    Green
## 135          0.29282755 5.1428571  1920x1080  68.73333    Green
## 136          0.25625411 2.6250000  1920x1080  78.56667    Green
## 137          0.23009029 2.8571429  1920x1080  63.86667    Green
## 138          0.26477736 5.0000000  1920x1080  65.23333    Green
## 139          0.29546411 2.3000000  1920x1080  91.36667    Green
## 140          0.27058463 3.4444444  1920x1080  81.56667    Green
## 141          0.25529286 5.1250000  1920x1080  75.03333    Green
## 142          0.31021471 2.8571429  1920x1080  61.26667    Green
## 143          0.29908798 4.8571429  1920x1080  64.93333    Green
## 144          0.25343446 4.0000000  1920x1080  63.70000    Green
## 145          0.25601951 6.1428571  1920x1080  64.60000    Green
## 146          0.34465787 2.7142857  1920x1080  68.76667    Green
## 147          0.27346631 6.0000000  1920x1080  78.56667    Green
## 148          0.25681156 3.7142857  1920x1080  68.90000    Green
## 149          0.15944382 4.2857143  1920x1080  62.26667    Green
## 150          0.28284407 3.0000000  1920x1080  71.60000    Green
## 151          0.31582288 2.4285714  1920x1080  69.56667    Green
## 152          0.24542286 8.5714286  1920x1080  68.90000    Green
## 153          0.25068873 3.6250000  1920x1080  76.33333    Green
## 154          0.19631786 2.7777778  1920x1080  81.06667    Green
## 155          0.23161277 3.7777778  1920x1080  87.50000    Green
## 156          0.29236678 2.0000000  1920x1080  63.93333    Green
## 157          0.31737040 2.0000000  1920x1080  66.43333    Green
## 158          0.33731380 1.8571429  1920x1080  64.80000    Green
## 159          0.31136676 3.2857143  1920x1080  68.43333    Green
## 160          0.30206677 2.5714286  1920x1080  64.20000    Green
## 161          0.33533915 3.8571429  1920x1080  65.40000    Green
## 162          0.23300588 4.6666667  1920x1080  81.70000    Green
## 163          0.43615475 0.8888889  1920x1080  83.00000    Green
## 164          0.26693516 4.3750000  1920x1080  75.56667    Green
## 165          0.33625790 2.4285714  1920x1080  66.03333    Green
## 166          0.25981462 4.4285714  1920x1080  65.70000    Green
## 167          0.24166872 5.0000000  1920x1080  65.30000    Green
## 168          0.26352540 2.4285714  1920x1080  65.30000    Green
## 169          0.27736340 2.7142857  1920x1080  65.26667    Green
## 170          0.33893934 4.1428571  1920x1080  63.96667    Green
## 171          0.29416466 5.8571429  1920x1080  61.93333    Green
## 172          0.23450315 9.1428571  1920x1080  60.60000    Green
## 173          0.25657871 1.7500000  1920x1080  73.36667    Green
## 174          0.30464833 3.6250000  1920x1080  70.90000    Green
## 175          0.24964612 4.1428571  1920x1080  69.06667    Green
## 176          0.25732164 2.7142857  1920x1080  67.66667    Green
## 177          0.24531758 3.1428571  1920x1080  67.16667    Green
## 178          0.27255390 4.2857143  1920x1080  67.16667    Green
## 179          0.23541338 3.1428571  1920x1080  67.00000    Green
## 180          0.26203718 2.4285714  1920x1080  66.20000    Green
## 181          0.19978880 8.6666667  1920x1080  89.53333    Green
## 182          0.26366899 3.5714286  1920x1080  69.00000    Green
## 183          0.27914767 6.0000000  1920x1080  61.80000    Green